diff --git a/Satellite_ECVs/Land_Biosphere/satellite_satellite-lai-fapar_validation_q02.ipynb b/Satellite_ECVs/Land_Biosphere/satellite_satellite-lai-fapar_validation_q02.ipynb new file mode 100644 index 00000000..53e5d2d8 --- /dev/null +++ b/Satellite_ECVs/Land_Biosphere/satellite_satellite-lai-fapar_validation_q02.ipynb @@ -0,0 +1,552 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": {}, + "source": [ + "# Trend Analysis of Annual LAI in China" + ] + }, + { + "cell_type": "markdown", + "id": "1", + "metadata": {}, + "source": [ + "Production date: 09-Jan-2025\n", + "\n", + "Produced by: Amaya Camila Trigoso Barrientos (VUB)" + ] + }, + { + "cell_type": "markdown", + "id": "2", + "metadata": {}, + "source": [ + "## 🌍 Use case: Utilize satellite effecive LAI data to monitor vegetation dynamics under climate change" + ] + }, + { + "cell_type": "markdown", + "id": "3", + "metadata": {}, + "source": [ + "## ❓ Quality assessment question(s)\n", + "**Are satellite data suitable for detecting changes in the yearly mean of effective LAI observed in China over the past 20 years?**" + ] + }, + { + "cell_type": "markdown", + "id": "4", + "metadata": {}, + "source": [ + "The dataset: Leaf Area Index (LAI) and Fraction Absorbed of Photosynthetically Active Radiation 10-daily gridded data from 1981 to present, by the Climate Data Store (CDS), contains LAI (effective) values derived from observations of different satellites and sensors. LAI is defined as half the developed area of photosynthetically active elements of the vegetation per unit horizontal ground area. It relates to effective LAI through a canopy-dependent structure factor. This parameter is a useful tool for assessing vegetation, understanding ecosystem dynamics, and addressing environmental and agricultural challenges.\n", + "\n", + "The goal of this quality assessment is to analyze the trend of yearly mean LAI (effective) over the past 20 years in China. An increase in LAI has been observed over China in the past two decades due to factors such as climate change and human activities [[1]](https://www.sciencedirect.com/science/article/pii/S1470160X23012438). Ma et al. (2023) observed a linear trend with a strong positive correlation of true LAI over time. They used data from GLASS LAI, which is based on MODIS [[2]](https://www.sciencedirect.com/science/article/pii/S0034425722000992). Because of the period for analysis, we used version 3 of the dataset, relying on data from SPOT-VGT (Système Probatoire pour l’Observation de la Terre) for the period 2001–2013 and from PROBA-V (Project for On-Board Autonomy) for 2014–2019. Therefore, we analyzed the transition and differences between the data from these two satellites." + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "## 📢 Quality assessment statement\n", + "\n", + "```{admonition} These are the key outcomes of this assessment\n", + ":class: note\n", + "* Effective LAI values derived from PROBA-V and its predecessor SPOT-VGT show notable differences, likely due to PROBA-V's superior spatial detail. This enhanced resolution, particularly in fragmented landscapes, makes the data from 2014 onwards more reliable.\n", + "\n", + "* Effective LAI values (CDS dataset) are generally lower than true LAI (GLASS dataset) due to differences in canopy structure assumptions. True LAI from GLASS showed a slope of 0.0202 yr⁻¹, closer to PROBA-V's effective LAI than SPOT-VGT's.\n", + "\n", + "* The trend of effective LAI over time shows a possitive linear correlation, which reflects the greening of China over the past two decades. Altough, it is worth mentioning the last full year with information was 2019 at the moment the analysis was carried out.\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "6", + "metadata": {}, + "source": [ + "## 📋 Methodology\n", + "\n", + "The analysis and results are organised in the following steps, which are detailed in the sections below: \n", + "\n", + "**[](section-1)**\n", + " * Download the LAI (effective) variable with dekad frecuency for the period 2001-2019.\n", + "\n", + "**[](section-2)**\n", + " * Plot the effective LAI values over time and calculate linear trends.\n", + " * Analize the results.\n", + " \n", + "**[](section-3)**\n", + " * Compare the results obtained in this work and the ones from literature." + ] + }, + { + "cell_type": "markdown", + "id": "7", + "metadata": {}, + "source": [ + "## 📈 Analysis and results" + ] + }, + { + "cell_type": "markdown", + "id": "8", + "metadata": {}, + "source": [ + "(section-1)=\n", + "### 1. Request and Download Data\n", + "\n", + "#### Import Packages" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from scipy.stats import pearsonr\n", + "from scipy.stats import linregress\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import regionmask\n", + "import xarray as xr\n", + "from c3s_eqc_automatic_quality_control import diagnostics, download\n", + "os.environ[\"CDSAPI_RC\"] = os.path.expanduser(\"~/trigoso_camila/.cdsapirc\")\n", + "plt.style.use(\"seaborn-v0_8-notebook\")" + ] + }, + { + "cell_type": "markdown", + "id": "10", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "#### Set Parameters" + ] + }, + { + "cell_type": "markdown", + "id": "11", + "metadata": {}, + "source": [ + "Since the year 2020 only has information for the first half of the year, we only downloaded data from 2001 to 2019." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "12", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-output" + ] + }, + "outputs": [], + "source": [ + "year_start = 2001\n", + "year_stop = 2019" + ] + }, + { + "cell_type": "markdown", + "id": "13", + "metadata": {}, + "source": [ + "#### Define requests" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "14", + "metadata": {}, + "outputs": [], + "source": [ + "collection_id = \"satellite-lai-fapar\"\n", + "base_request = {\n", + " \"variable\": \"lai\",\n", + " \"sensor\": \"vgt\",\n", + " \"horizontal_resolution\": \"1km\",\n", + " \"product_version\": \"v3\",\n", + " \"area\": [53, 73, 18, 135],\n", + "}\n", + "\n", + "requests = []\n", + "for time in pd.date_range(str(year_start), str(year_stop + 1), freq=\"ME\"):\n", + " requests.append(\n", + " base_request\n", + " | {\n", + " \"satellite\": \"spot\" if time.year <= 2013 else \"proba\",\n", + " \"year\": str(time.year),\n", + " \"month\": f\"{time.month:02d}\",\n", + " \"nominal_day\": [\"10\", \"20\", str(time.day)],\n", + " }\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "15", + "metadata": {}, + "source": [ + "#### Define functions to cache" + ] + }, + { + "cell_type": "markdown", + "id": "16", + "metadata": {}, + "source": [ + "In this step, we also filtered out data flagged as unreliable, keeping only the \"good\" data. The instructions in the [documentation](http://dast.data.compute.cci2.ecmwf.int/documents/satellite-lai-fapar/D3.3.9-v3.0_PUGS_CDR_LAI_FAPAR_MULTI_SENSOR_v3.0_PRODUCTS_v1.0.1.pdf) related to flags were followed." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "17", + "metadata": {}, + "outputs": [], + "source": [ + "def spatial_weighted_mean_over_china(ds):\n", + " regions = regionmask.defined_regions.natural_earth_v5_0_0.countries_110\n", + "\n", + " spatial_mask = regions[regions.map_keys([\"China\"])].mask(ds).notnull()\n", + " flag_mask = (ds[\"retrieval_flag\"].astype(\"int\") & 0xFC1) == 0\n", + " lai_mask = ds[\"LAI\"] < 65_535\n", + "\n", + " ds = ds[[\"LAI\"]].where(spatial_mask & flag_mask & lai_mask)\n", + " return diagnostics.spatial_weighted_mean(ds)" + ] + }, + { + "cell_type": "markdown", + "id": "18", + "metadata": {}, + "source": [ + "#### Download and transform" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "19", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 228/228 [00:07<00:00, 29.10it/s]\n" + ] + } + ], + "source": [ + "ds = download.download_and_transform(\n", + " collection_id,\n", + " requests,\n", + " transform_func=spatial_weighted_mean_over_china,\n", + ")\n", + "da = ds[\"LAI\"].groupby(\"time.year\").mean()" + ] + }, + { + "cell_type": "markdown", + "id": "20", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "(section-2)=\n", + "### 2. Plot time series" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.39563351, 0.39747345, 0.40319939, 0.40436953, 0.39948895,\n", + " 0.40948193, 0.40769001, 0.43228232, 0.42104475, 0.42800853,\n", + " 0.41800598, 0.43288172, 0.47039173, 0.49593169, 0.51579111,\n", + " 0.53632915, 0.56801868, 0.57510155, 0.56714279])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "da.values" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "22", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-output" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extract LAI values into a Python list\n", + "lai = da.values.tolist()\n", + "\n", + "# Extract years into a Python list\n", + "years = da.coords['year'].values.tolist()\n", + "\n", + "# Splitting data for trendlines\n", + "years_2001_2013 = years[:13]\n", + "lai_2001_2013 = lai[:13]\n", + "\n", + "years_2014_2019 = years[13:]\n", + "lai_2014_2019 = lai[13:]\n", + "\n", + "# Trendline for 2001-2013\n", + "slope_2001_2013, intercept_2001_2013, r_value_2001_2013, _, _ = linregress(years_2001_2013, lai_2001_2013)\n", + "trendline_2001_2013 = [slope_2001_2013 * x + intercept_2001_2013 for x in years_2001_2013]\n", + "\n", + "# Trendline for 2014-2019\n", + "slope_2014_2019, intercept_2014_2019, r_value_2014_2019, _, _ = linregress(years_2014_2019, lai_2014_2019)\n", + "trendline_2014_2019 = [slope_2014_2019 * x + intercept_2014_2019 for x in years_2014_2019]\n", + "\n", + "# Trendline for all data\n", + "slope_all, intercept_all, r_value_all, _, _ = linregress(years, lai)\n", + "trendline_all = [slope_all * x + intercept_all for x in years]\n", + "\n", + "# Plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(years, lai, color='blue', zorder=5)\n", + "plt.plot(years_2001_2013, trendline_2001_2013, color='red', linestyle='--', label=f'Trend 2001-2013 SPOT (R²={r_value_2001_2013**2:.2f})')\n", + "plt.plot(years_2014_2019, trendline_2014_2019, color='green', linestyle='--', label=f'Trend 2014-2019 PROBA (R²={r_value_2014_2019**2:.2f})')\n", + "plt.plot(years, trendline_all, color='purple', linestyle='--', label=f'Trend All (R²={r_value_all**2:.2f})')\n", + "plt.xticks(ticks=years, labels=years, rotation=45)\n", + "# Labels and legend\n", + "plt.xlabel('Year', fontsize=12)\n", + "plt.ylabel('Effective LAI (m²/m²)', fontsize=12)\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "\n", + "# Save the plot as a file\n", + "plt.savefig(\"/data/wp5/trigoso_camila/LeafIndex/lai_trend_ALL_2001_2019.png\", dpi=200, bbox_inches=\"tight\") # Save as PNG\n", + "\n", + "# Show plot\n", + "plt.show()" + ] + }, + { + "attachments": { + "1ed6b630-351d-48b2-8e53-69514c15ee7a.png": { + "image/png": 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YWODq1auoVasWYmJiIBaLIRKJYGVlhc6dO+PXX3/F48ePc7wOefeAOnXqoFOnTkJZdrFY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kF5J19ujZGvv3u6yf4ufFq9dFvWSxEHYDgOmcTik9vSLcLvvIrPkNS0pJkS6/vOo2X19pxAhp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\nvFJatsz1uOjo2j9j4MC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+ } + }, + "cell_type": "markdown", + "id": "23", + "metadata": {}, + "source": [ + "\n", + "```{figure} attachment:1ed6b630-351d-48b2-8e53-69514c15ee7a.png\n", + "---\n", + "name: fig-annual-lai-ALL-CDS\n", + "figwidth: 100%\n", + "---\n", + "Scattered plot of the spatial and yearly mean of effective LAI in China for all years between 2001-2019 with trendlines. \n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "24", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2001-2013: y = 0.0045x + -8.6438\n", + "2014-2019: y = 0.0162x + -32.0480\n", + "All: y = 0.0106x + -20.7846\n" + ] + } + ], + "source": [ + "# Display the equations of the trendlines\n", + "eq_2001_2013 = f\"2001-2013: y = {slope_2001_2013:.4f}x + {intercept_2001_2013:.4f}\"\n", + "eq_2014_2019 = f\"2014-2019: y = {slope_2014_2019:.4f}x + {intercept_2014_2019:.4f}\"\n", + "eq_all = f\"All: y = {slope_all:.4f}x + {intercept_all:.4f}\"\n", + "\n", + "print(eq_2001_2013)\n", + "print(eq_2014_2019)\n", + "print(eq_all)" + ] + }, + { + "cell_type": "markdown", + "id": "25", + "metadata": {}, + "source": [ + "The data presented in ({ref}`fig-annual-lai-ALL-CDS`) was sourced from the [CDS](https://cds.climate.copernicus.eu/datasets/satellite-lai-fapar?tab=download). We utilized version 3 of this dataset, which incorporates data from different satellites and sensors over varying time periods. For our analysis, we selected data from SPOT-VGT for the period 2001–2013, and from PROBA-V for 2014–2019. SPOT-VGT provided data for 15 years until May 2014, when it was replaced by PROBA-V. Both satellites offer a horizontal resolution of 1 km. Despite sharing the same nominal spatial resolution, their sensors exhibit differing levels of spatial quality. Notably, PROBA-V delivers higher spatial detail, which is particularly significant in fragmented landscapes [[3]](https://publications.jrc.ec.europa.eu/repository/bitstream/JRC96277/lb-na-27327-en-n%20.pdf).\n", + "\n", + "The results of our analysis indicate a positive correlation of effective LAI over time. Notably, the slopes of the linear trends differ significantly depending on the satellite used. For the period 2001–2013, data from SPOT-VGT yielded a slope of 0.0045 yr-1. In contrast, for the period 2014–2019, PROBA-V data produced a steeper slope of 0.0162 yr-1, which is 3.6 times higher. Given that the analysis encompasses the entire surface of China, PROBA-V likely provides more accurate measurements, particularly in areas with fragmented landscapes. Its ability to capture finer vegetation details and higher LAI values in border regions between agricultural land and other land use types enhances the quality of the measurements." + ] + }, + { + "cell_type": "markdown", + "id": "26", + "metadata": {}, + "source": [ + "(section-3)=\n", + "### 3. Comparison to Literature" + ] + }, + { + "cell_type": "markdown", + "id": "27", + "metadata": {}, + "source": [ + "Ma et al. (2023)[[1]](https://www.sciencedirect.com/science/article/pii/S1470160X23012438) studied the trend of Leaf Area Index (LAI) in China from 2001 to 2020 within the context of climate change. They analyzed its relationship with various parameters, including temperature, precipitation, aerosol optical depth, and photosynthetically active radiation. For their study, they utilized the Global Land Surface Satellite (GLASS) LAI dataset, which was found to be more accurate than the CYCLOPES and Moderate Resolution Imaging Spectroradiometer (MODIS) LAI products when compared to ground measurements [[1]](https://www.sciencedirect.com/science/article/pii/S1470160X23012438).\n", + "\n", + "The GLASS LAI product is based on MODIS data but addresses several of its limitations, such as frequent temporal fluctuations, large data gaps, high dependence on surface reflectance quality, and low computational efficiency. This was achieved through the application of a deep learning model. Among the four machine learning models tested, the Bidirectional Long Short-Term Memory (Bi-LSTM) model was identified as the most effective solution [[2]](https://www.sciencedirect.com/science/article/pii/S0034425722000992).\n", + "\n", + "An important distinction between the CDS data we used and the GLASS data is that CDS provides effective LAI values, while GLASS offers true LAI values.\n", + "\n", + "The definition of true LAI is half of the total green leaf area per unit of horizontal land surface, often used in 3D simulations [[2]](https://www.sciencedirect.com/science/article/pii/S0034425722000992). In contrast, effective LAI assumes a homogeneous canopy composed of infinitesimally small Lambertian surfaces, resembling a turbid medium. This assumption aligns with the principles of the Two-stream Model, as described in Pinty et al. (2006) [[4]](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2005JD005952).\n", + "\n", + "According to Pinty et al.:\n", + "\n", + "\"The values of effective LAI appropriate for 1-D models should be smaller than the true values by a factor varying from 0.3 for sparse to 0.8 for dense forest canopies\" [[4]](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2005JD005952).\n", + "\n", + "As noted by the [documentation](http://dast.data.compute.cci2.ecmwf.int/documents/satellite-lai-fapar/D3.3.9-v3.0_PUGS_CDR_LAI_FAPAR_MULTI_SENSOR_v3.0_PRODUCTS_v1.0.1.pdf) of the CDS dataset, the effective LAI is related to “true” LAI through a canopy-dependent structure factor. Because the extent of the study is China, one potential approach to approximating the true LAI, without resorting to overly complex methods, could involve referencing bibliographic sources to estimate the canopy-dependent structure factor based on land-use or land cover types. For example, using supplementary data, such as MODIS Land Cover data." + ] + }, + { + "attachments": { + "b838e0c7-e293-44a0-900f-52d7a6aa432e.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "28", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "```{figure} attachment:b838e0c7-e293-44a0-900f-52d7a6aa432e.png\n", + "---\n", + "name: fig-annual-lai-GLASS-LAI\n", + "height: 400px\n", + "---\n", + "Annual mean true LAI in China from 2001 to 2020 and rendline. Source: (Ma et al. 2023) [[1]](https://www.sciencedirect.com/science/article/pii/S1470160X23012438) \n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "29", + "metadata": {}, + "source": [ + "Therefore, compraring ({ref}`fig-annual-lai-ALL-CDS`) and ({ref}`fig-annual-lai-GLASS-LAI`), it can be observed that, as it would be expected, the values of effective LAI are lower than the ones of the true LAI. The slopes are also lower for the effective LAI. The slope for true LAI was of 0.0202 yr-1 which is closer to the one obesrved for the effective LAI retrived by PROBA-V than by SPOT-VGT. \n", + "\n", + "Although calculating true LAI demands additional steps and supplementary data, the effective LAI dataset remains highly valuable. It aligns with the well-documented greening trend observed in China over the past two decades due to human activities and climate change impacts [[1]](https://www.sciencedirect.com/science/article/pii/S1470160X23012438)." + ] + }, + { + "cell_type": "markdown", + "id": "30", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## ℹ️ If you want to know more\n", + "\n", + "### Key resources\n", + "\n", + "List some key resources related to this assessment. E.g. CDS entries, applications, dataset documentation, external pages.\n", + "Also list any code libraries used (if applicable).\n", + "\n", + "Code libraries used:\n", + "* [C3S EQC custom functions](https://github.com/bopen/c3s-eqc-automatic-quality-control/tree/main/c3s_eqc_automatic_quality_control), `c3s_eqc_automatic_quality_control`, prepared by [BOpen](https://www.bopen.eu/)\n", + "\n", + "### References\n", + "\n", + "[[1]](https://www.sciencedirect.com/science/article/pii/S1470160X23012438) Ma, Y., Wang, W., Jin, S., Li, H., Liu, B., Gong, W., Fan, R., & Li, H. (2023). Spatiotemporal variation of LAI in different vegetation types and its response to climate change in China from 2001 to 2020. Ecological Indicators.\n", + "\n", + "[[2]](https://www.sciencedirect.com/science/article/pii/S0034425722000992) Ma, H. & Liang, S. (2022). Development of the GLASS 250-m leaf area index product (version 6) from MODIS data using the bidirectional LSTM deep learning model. Remote Sensing of Environment.\n", + "\n", + "[[3]](https://publications.jrc.ec.europa.eu/repository/bitstream/JRC96277/lb-na-27327-en-n%20.pdf) Meroni, M., Fasbender, D., Balaghi, R., Dali, M., Hafani, M., Haythem, I., Hooker, J., Lahlou, M., Lopez-Lozano, R., Mahyou, H., Moncef, B. M., Sghaier, N., Wafa, T., & Leo, O. (2015). Testing VGT data continuity between SPOT and PROBA-V missions for operational yield forecasting in North African countries. Joint Research Centre (JRC).\n", + "\n", + "[[4]](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2005JD005952) Pinty, B., Lavergne, T., Dickinson, R. E., Widlowski, J.-L., Gobron, N., & Verstraete, M. M. (2006). Simplifying the interaction of land surfaces with radiation for relating remote sensing products to climate models. Journal of Geophysical Research: AtmospheresVolume 111, Issue D2." + ] + } + ], + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}